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Synthetic Therapy Conversations

Synthetic Therapy Conversations

@kaggle.thedevastator_synthetic_therapy_conversations_dataset

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About this Dataset

Synthetic Therapy Conversations


Synthetic Therapy Conversations

Synthetic Therapy Conversations

By Jerry Yao (From Huggingface) [source]


About this dataset

The primary focus of this dataset is to furnish users with an ample supply of synthetic therapy conversations that can be employed for diverse purposes such as training conversational AI models, conducting research in the field of mental health and psychology, or developing virtual therapy applications.

Each conversation entry in the dataset's train.csv file features two main components: the conversation itself and its unique ID. Specifically, the conversations column contains textual representations of therapy dialogues between individuals playing both patient and therapist roles. These interactions cover a wide spectrum of topics typically explored during therapy sessions, emphasizing mental well-being, emotional challenges, personal growth, coping mechanisms, relationships difficulties, and various other issues commonly addressed during counseling sessions.

Researchers and developers have great potential to harness this expansive collection for several enriching applications. This may involve employing natural language processing (NLP) techniques to analyze sentiment analysis or emotion recognition within the conversations. It could also entail training chatbots or virtual therapists using machine learning algorithms on this robust dataset to create more effective therapeutic tools capable of understanding human emotions and delivering meaningful responses in real-time.

Research Ideas

  • Training chatbot models: This dataset can be used to train chatbot models for therapy conversations. By using synthetic data, researchers and developers can create a large dataset of therapy conversations that can be used to train machine learning models or improve existing chatbot systems.
  • Human behavior analysis: The dataset provides a collection of synthetic therapy conversations, which can be analyzed to gain insights into human behavior patterns during therapy sessions. Researchers can use this data to study the effectiveness of different therapeutic techniques or identify common issues faced by individuals seeking therapy.
  • Chatbot evaluation and improvement: The dataset can also be used for evaluating and improving existing chatbots designed for therapy purposes. By comparing the responses generated by a chatbot with the responses in this dataset, developers can understand areas where the model is lacking and make necessary improvements to enhance its performance in providing therapeutic support

Acknowledgements

If you use this dataset in your research, please credit the original authors.
Data Source

License

License: CC0 1.0 Universal (CC0 1.0) - Public Domain Dedication
No Copyright - You can copy, modify, distribute and perform the work, even for commercial purposes, all without asking permission. See Other Information.

Columns

File: train.csv

Column name Description
conversations A collection of synthetic therapy conversations. (Text)

Acknowledgements

If you use this dataset in your research, please credit the original authors.
If you use this dataset in your research, please credit Jerry Yao (From Huggingface).

Tables

Train

@kaggle.thedevastator_synthetic_therapy_conversations_dataset.train
  • 210.39 MB
  • 99,086 rows
  • 2 columns
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CREATE TABLE train (
  "conversations" VARCHAR,
  "id" VARCHAR
);

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